Automated EDA

Brought to you by YData

Dataset statistics

Number of variables	14
Number of observations	18,249
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.6 MiB
Average record size in memory	264.8 B

Variable types

Numeric	10
DateTime	1
Categorical	2
Text	1

Alerts

`4046` is highly overall correlated with `4225` and 7 other fields	High correlation
`4225` is highly overall correlated with `4046` and 7 other fields	High correlation
`4770` is highly overall correlated with `4046` and 7 other fields	High correlation
`AveragePrice` is highly overall correlated with `4046` and 7 other fields	High correlation
`Large Bags` is highly overall correlated with `4046` and 7 other fields	High correlation
`Small Bags` is highly overall correlated with `4046` and 7 other fields	High correlation
`Total Bags` is highly overall correlated with `4046` and 7 other fields	High correlation
`Total Volume` is highly overall correlated with `4046` and 7 other fields	High correlation
`XLarge Bags` is highly overall correlated with `4046` and 6 other fields	High correlation
`type` is highly overall correlated with `AveragePrice`	High correlation
`Unnamed: 0` has 432 (2.4%) zeros	Zeros
`4046` has 242 (1.3%) zeros	Zeros
`4770` has 5497 (30.1%) zeros	Zeros
`Large Bags` has 2370 (13.0%) zeros	Zeros
`XLarge Bags` has 12048 (66.0%) zeros	Zeros

Reproduction

Analysis started	2025-03-30 19:30:51.323900
Analysis finished	2025-03-30 19:30:57.538191
Duration	6.21 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Zeros

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.232232

Minimum	0
Maximum	52
Zeros	432
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
median	24
Q3	38
95-th percentile	49
Maximum	52
Range	52
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	15.481045
Coefficient of variation (CV)	0.6388617
Kurtosis	-1.2543643
Mean	24.232232
Median Absolute Deviation (MAD)	14
Skewness	0.10833373
Sum	442214
Variance	239.66275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	432	2.4%
1	432	2.4%
2	432	2.4%
3	432	2.4%
4	432	2.4%
5	432	2.4%
6	432	2.4%
7	432	2.4%
8	432	2.4%
9	432	2.4%
Other values (43)	13929	76.3%

Value	Count	Frequency (%)
0	432	2.4%
1	432	2.4%
2	432	2.4%
3	432	2.4%
4	432	2.4%
5	432	2.4%
6	432	2.4%
7	432	2.4%
8	432	2.4%
9	432	2.4%

Value	Count	Frequency (%)
52	107	0.6%
51	322	1.8%
50	324	1.8%
49	324	1.8%
48	324	1.8%
47	324	1.8%
46	324	1.8%
45	324	1.8%
44	324	1.8%
43	324	1.8%

Date
Date

Distinct	169
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	142.7 KiB

Minimum	2015-01-04 00:00:00
Maximum	2018-03-25 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

AveragePrice
Real number (ℝ)

High correlation

Distinct	259
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4059784

Minimum	0.44
Maximum	3.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0.44
5-th percentile	0.83
Q1	1.1
median	1.37
Q3	1.66
95-th percentile	2.11
Maximum	3.25
Range	2.81
Interquartile range (IQR)	0.56

Descriptive statistics

Standard deviation	0.40267656
Coefficient of variation (CV)	0.28640309
Kurtosis	0.32519585
Mean	1.4059784
Median Absolute Deviation (MAD)	0.28
Skewness	0.58030274
Sum	25657.7
Variance	0.16214841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.15	202	1.1%
1.18	199	1.1%
1.08	194	1.1%
1.26	193	1.1%
1.13	192	1.1%
0.98	189	1.0%
1.19	188	1.0%
1.36	187	1.0%
1.59	186	1.0%
1.43	185	1.0%
Other values (249)	16334	89.5%

Value	Count	Frequency (%)
0.44	1	< 0.1%
0.46	1	< 0.1%
0.48	1	< 0.1%
0.49	2	< 0.1%
0.51	5	< 0.1%
0.52	3	< 0.1%
0.53	6	< 0.1%
0.54	7	< 0.1%
0.55	3	< 0.1%
0.56	12	0.1%

Value	Count	Frequency (%)
3.25	1	< 0.1%
3.17	1	< 0.1%
3.12	1	< 0.1%
3.05	1	< 0.1%
3.04	1	< 0.1%
3.03	1	< 0.1%
3	2	< 0.1%
2.99	2	< 0.1%
2.97	1	< 0.1%
2.96	1	< 0.1%

Total Volume
Real number (ℝ)

High correlation

Distinct	18237
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	850644.01

Minimum	84.56
Maximum	62505647
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	84.56
5-th percentile	2371.862
Q1	10838.58
median	107376.76
Q3	432962.29
95-th percentile	3716315.4
Maximum	62505647
Range	62505562
Interquartile range (IQR)	422123.71

Descriptive statistics

Standard deviation	3453545.4
Coefficient of variation (CV)	4.0599185
Kurtosis	92.104458
Mean	850644.01
Median Absolute Deviation (MAD)	102962.47
Skewness	9.0076875
Sum	1.5523403 × 10¹⁰
Variance	1.1926976 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
569349.05	2	< 0.1%
13234.04	2	< 0.1%
2858.31	2	< 0.1%
2038.99	2	< 0.1%
19634.24	2	< 0.1%
3529.44	2	< 0.1%
3713.49	2	< 0.1%
7223.46	2	< 0.1%
4103.97	2	< 0.1%
9465.99	2	< 0.1%
Other values (18227)	18229	99.9%

Value	Count	Frequency (%)
84.56	1	< 0.1%
379.82	1	< 0.1%
385.55	1	< 0.1%
419.98	1	< 0.1%
472.82	1	< 0.1%
482.26	1	< 0.1%
515.01	1	< 0.1%
530.96	1	< 0.1%
542.85	1	< 0.1%
561.1	1	< 0.1%

Value	Count	Frequency (%)
62505646.52	1	< 0.1%
61034457.1	1	< 0.1%
52288697.89	1	< 0.1%
47293921.6	1	< 0.1%
46324529.7	1	< 0.1%
44655461.51	1	< 0.1%
43409835.75	1	< 0.1%
43167806.09	1	< 0.1%
42939821.55	1	< 0.1%
42867608.54	1	< 0.1%

4046
Real number (ℝ)

High correlation Zeros

Distinct	17702
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293008.42

Minimum	0
Maximum	22743616
Zeros	242
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	19.6
Q1	854.07
median	8645.3
Q3	111020.2
95-th percentile	1263359.7
Maximum	22743616
Range	22743616
Interquartile range (IQR)	110166.13

Descriptive statistics

Standard deviation	1264989.1
Coefficient of variation (CV)	4.3172447
Kurtosis	86.809113
Mean	293008.42
Median Absolute Deviation (MAD)	8616.69
Skewness	8.6482198
Sum	5.3471107 × 10⁹
Variance	1.6001974 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	1.3%
3	10	0.1%
1.24	8	< 0.1%
4	8	< 0.1%
1	8	< 0.1%
1.25	7	< 0.1%
6	7	< 0.1%
1.21	6	< 0.1%
1.22	5	< 0.1%
1.27	5	< 0.1%
Other values (17692)	17943	98.3%

Value	Count	Frequency (%)
0	242	1.3%
1	8	< 0.1%
1.13	1	< 0.1%
1.19	3	< 0.1%
1.2	1	< 0.1%
1.21	6	< 0.1%
1.22	5	< 0.1%
1.23	1	< 0.1%
1.24	8	< 0.1%
1.25	7	< 0.1%

Value	Count	Frequency (%)
22743616.17	1	< 0.1%
21620180.9	1	< 0.1%
18933038.04	1	< 0.1%
17787611.93	1	< 0.1%
17076650.82	1	< 0.1%
16573573.78	1	< 0.1%
16529797.6	1	< 0.1%
16383685.07	1	< 0.1%
16215328.75	1	< 0.1%
16000107.8	1	< 0.1%

4225
Real number (ℝ)

High correlation

Distinct	18103
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	295154.57

Minimum	0
Maximum	20470573
Zeros	61
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	103.614
Q1	3008.78
median	29061.02
Q3	150206.86
95-th percentile	1303657.7
Maximum	20470573
Range	20470573
Interquartile range (IQR)	147198.08

Descriptive statistics

Standard deviation	1204120.4
Coefficient of variation (CV)	4.0796265
Kurtosis	91.949022
Mean	295154.57
Median Absolute Deviation (MAD)	28521.3
Skewness	8.9424656
Sum	5.3862757 × 10⁹
Variance	1.4499059 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	0.3%
1.26	3	< 0.1%
1.3	3	< 0.1%
215.36	3	< 0.1%
94.74	3	< 0.1%
177.87	3	< 0.1%
35898.69	2	< 0.1%
3430.4	2	< 0.1%
165.26	2	< 0.1%
103.62	2	< 0.1%
Other values (18093)	18165	99.5%

Value	Count	Frequency (%)
0	61	0.3%
1.26	3	< 0.1%
1.28	2	< 0.1%
1.3	3	< 0.1%
1.31	1	< 0.1%
1.32	2	< 0.1%
1.64	1	< 0.1%
2.39	1	< 0.1%
2.4	1	< 0.1%
2.48	1	< 0.1%

Value	Count	Frequency (%)
20470572.61	1	< 0.1%
20445501.03	1	< 0.1%
20328161.55	1	< 0.1%
18956479.74	1	< 0.1%
17896391.6	1	< 0.1%
16602589.04	1	< 0.1%
16054083.86	1	< 0.1%
15899858.37	1	< 0.1%
14888077.69	1	< 0.1%
14437190.03	1	< 0.1%

4770
Real number (ℝ)

High correlation Zeros

Distinct	12071
Distinct (%)	66.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22839.736

Minimum	0
Maximum	2546439.1
Zeros	5497
Zeros (%)	30.1%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	184.99
Q3	6243.42
95-th percentile	106156.57
Maximum	2546439.1
Range	2546439.1
Interquartile range (IQR)	6243.42

Descriptive statistics

Standard deviation	107464.07
Coefficient of variation (CV)	4.7051362
Kurtosis	132.56344
Mean	22839.736
Median Absolute Deviation (MAD)	184.99
Skewness	10.159396
Sum	4.1680234 × 10⁸
Variance	1.1548526 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5497	30.1%
3.32	7	< 0.1%
2.66	7	< 0.1%
1.59	6	< 0.1%
1.64	6	< 0.1%
10.97	6	< 0.1%
1.6	6	< 0.1%
1.63	5	< 0.1%
2.74	5	< 0.1%
1.18	5	< 0.1%
Other values (12061)	12699	69.6%

Value	Count	Frequency (%)
0	5497	30.1%
0.83	1	< 0.1%
1	3	< 0.1%
1.01	1	< 0.1%
1.09	1	< 0.1%
1.11	1	< 0.1%
1.12	1	< 0.1%
1.15	1	< 0.1%
1.16	1	< 0.1%
1.18	5	< 0.1%

Value	Count	Frequency (%)
2546439.11	1	< 0.1%
1993645.36	1	< 0.1%
1896149.5	1	< 0.1%
1880231.38	1	< 0.1%
1811090.71	1	< 0.1%
1800065.57	1	< 0.1%
1773088.87	1	< 0.1%
1770948.09	1	< 0.1%
1761343.08	1	< 0.1%
1753852.61	1	< 0.1%

Total Bags
Real number (ℝ)

High correlation

Distinct	18097
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239639.2

Minimum	0
Maximum	19373134
Zeros	15
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	628.89
Q1	5088.64
median	39743.83
Q3	110783.37
95-th percentile	1005478.9
Maximum	19373134
Range	19373134
Interquartile range (IQR)	105694.73

Descriptive statistics

Standard deviation	986242.4
Coefficient of variation (CV)	4.1155303
Kurtosis	112.27216
Mean	239639.2
Median Absolute Deviation (MAD)	37299.96
Skewness	9.7560717
Sum	4.3731758 × 10⁹
Variance	9.7267407 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	0.1%
300	5	< 0.1%
990	5	< 0.1%
266.67	4	< 0.1%
550	4	< 0.1%
916.67	4	< 0.1%
453.33	3	< 0.1%
263.33	3	< 0.1%
436.67	3	< 0.1%
260	3	< 0.1%
Other values (18087)	18200	99.7%

Value	Count	Frequency (%)
0	15	0.1%
3.09	1	< 0.1%
3.11	1	< 0.1%
3.19	1	< 0.1%
3.33	1	< 0.1%
6.14	1	< 0.1%
6.18	1	< 0.1%
6.24	1	< 0.1%
6.36	1	< 0.1%
7.02	1	< 0.1%

Value	Count	Frequency (%)
19373134.37	1	< 0.1%
16394524.11	1	< 0.1%
16298296.29	1	< 0.1%
15972492.07	1	< 0.1%
15804696.31	1	< 0.1%
15102426.94	1	< 0.1%
15051877.14	1	< 0.1%
14894893.8	1	< 0.1%
14504209.37	1	< 0.1%
14440611.5	1	< 0.1%

Small Bags
Real number (ℝ)

High correlation

Distinct	17321
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182194.69

Minimum	0
Maximum	13384587
Zeros	159
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	256.67
Q1	2849.42
median	26362.82
Q3	83337.67
95-th percentile	768147.23
Maximum	13384587
Range	13384587
Interquartile range (IQR)	80488.25

Descriptive statistics

Standard deviation	746178.51
Coefficient of variation (CV)	4.095501
Kurtosis	107.01289
Mean	182194.69
Median Absolute Deviation (MAD)	25599.49
Skewness	9.54066
Sum	3.3248708 × 10⁹
Variance	5.5678238 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	159	0.9%
203.33	11	0.1%
533.33	10	0.1%
223.33	10	0.1%
216.67	8	< 0.1%
20	8	< 0.1%
196.67	8	< 0.1%
300	8	< 0.1%
103.33	8	< 0.1%
123.33	8	< 0.1%
Other values (17311)	18011	98.7%

Value	Count	Frequency (%)
0	159	0.9%
2.52	1	< 0.1%
2.57	1	< 0.1%
2.73	1	< 0.1%
2.79	1	< 0.1%
2.95	3	< 0.1%
2.96	1	< 0.1%
3.06	1	< 0.1%
3.09	1	< 0.1%
3.11	1	< 0.1%

Value	Count	Frequency (%)
13384586.8	1	< 0.1%
12567155.58	1	< 0.1%
12540327.19	1	< 0.1%
11712807.19	1	< 0.1%
11392828.89	1	< 0.1%
11228049.63	1	< 0.1%
11112405.61	1	< 0.1%
10844852.22	1	< 0.1%
10832907.44	1	< 0.1%
10666942.78	1	< 0.1%

Large Bags
Real number (ℝ)

High correlation Zeros

Distinct	15082
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54338.088

Minimum	0
Maximum	5719096.6
Zeros	2370
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	127.47
median	2647.71
Q3	22029.25
95-th percentile	195699.77
Maximum	5719096.6
Range	5719096.6
Interquartile range (IQR)	21901.78

Descriptive statistics

Standard deviation	243965.96
Coefficient of variation (CV)	4.4897782
Kurtosis	117.99948
Mean	54338.088
Median Absolute Deviation (MAD)	2647.71
Skewness	9.7964546
Sum	9.9161577 × 10⁸
Variance	5.9519392 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2370	13.0%
3.33	187	1.0%
6.67	78	0.4%
10	47	0.3%
4.44	38	0.2%
13.33	28	0.2%
26.67	18	0.1%
6.66	18	0.1%
16.67	18	0.1%
40	14	0.1%
Other values (15072)	15433	84.6%

Value	Count	Frequency (%)
0	2370	13.0%
0.97	1	< 0.1%
1.3	1	< 0.1%
1.33	1	< 0.1%
1.38	2	< 0.1%
1.44	1	< 0.1%
1.48	1	< 0.1%
1.55	1	< 0.1%
1.56	1	< 0.1%
1.62	1	< 0.1%

Value	Count	Frequency (%)
5719096.61	1	< 0.1%
4324231.19	1	< 0.1%
4081397.72	1	< 0.1%
4023485.04	1	< 0.1%
3988101.74	1	< 0.1%
3917569.95	1	< 0.1%
3789722.9	1	< 0.1%
3618270.75	1	< 0.1%
3544729.39	1	< 0.1%
3434846.78	1	< 0.1%

XLarge Bags
Real number (ℝ)

High correlation Zeros

Distinct	5588
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3106.4265

Minimum	0
Maximum	551693.65
Zeros	12048
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	142.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	132.5
95-th percentile	12058.452
Maximum	551693.65
Range	551693.65
Interquartile range (IQR)	132.5

Descriptive statistics

Standard deviation	17692.895
Coefficient of variation (CV)	5.6955781
Kurtosis	233.60261
Mean	3106.4265
Median Absolute Deviation (MAD)	0
Skewness	13.139751
Sum	56689177
Variance	3.1303852 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12048	66.0%
3.33	29	0.2%
6.67	16	0.1%
1.11	15	0.1%
5	12	0.1%
10	9	< 0.1%
16.67	8	< 0.1%
2.22	7	< 0.1%
20	6	< 0.1%
80	6	< 0.1%
Other values (5578)	6093	33.4%

Value	Count	Frequency (%)
0	12048	66.0%
1	1	< 0.1%
1.11	15	0.1%
1.26	1	< 0.1%
1.3	1	< 0.1%
1.38	1	< 0.1%
1.41	2	< 0.1%
1.45	1	< 0.1%
1.47	4	< 0.1%
1.49	2	< 0.1%

Value	Count	Frequency (%)
551693.65	1	< 0.1%
454343.65	1	< 0.1%
390478.73	1	< 0.1%
387400.22	1	< 0.1%
377661.06	1	< 0.1%
373523.47	1	< 0.1%
347390.14	1	< 0.1%
328589.09	1	< 0.1%
326348.15	1	< 0.1%
321033.23	1	< 0.1%

type
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

conventional	9126
organic	9123

Length

Max length	12
Median length	12
Mean length	9.500411
Min length	7

Characters and Unicode

Total characters	173,373
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	conventional
2nd row	conventional
3rd row	conventional
4th row	conventional
5th row	conventional

Common Values

Value	Count	Frequency (%)
conventional	9126	50.0%
organic	9123	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
conventional	9126	50.0%
organic	9123	50.0%

Most occurring characters

Value	Count	Frequency (%)
n	36501	21.1%
o	27375	15.8%
c	18249	10.5%
i	18249	10.5%
a	18249	10.5%
e	9126	5.3%
v	9126	5.3%
t	9126	5.3%
l	9126	5.3%
r	9123	5.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	173373	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	36501	21.1%
o	27375	15.8%
c	18249	10.5%
i	18249	10.5%
a	18249	10.5%
e	9126	5.3%
v	9126	5.3%
t	9126	5.3%
l	9126	5.3%
r	9123	5.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	173373	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	36501	21.1%
o	27375	15.8%
c	18249	10.5%
i	18249	10.5%
a	18249	10.5%
e	9126	5.3%
v	9126	5.3%
t	9126	5.3%
l	9126	5.3%
r	9123	5.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	173373	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	36501	21.1%
o	27375	15.8%
c	18249	10.5%
i	18249	10.5%
a	18249	10.5%
e	9126	5.3%
v	9126	5.3%
t	9126	5.3%
l	9126	5.3%
r	9123	5.3%

year
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	944.7 KiB

2017	5722
2016	5616
2015	5615
2018	1296

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	72,996
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015
2nd row	2015
3rd row	2015
4th row	2015
5th row	2015

Common Values

Value	Count	Frequency (%)
2017	5722	31.4%
2016	5616	30.8%
2015	5615	30.8%
2018	1296	7.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2017	5722	31.4%
2016	5616	30.8%
2015	5615	30.8%
2018	1296	7.1%

Most occurring characters

Value	Count	Frequency (%)
2	18249	25.0%
0	18249	25.0%
1	18249	25.0%
7	5722	7.8%
6	5616	7.7%
5	5615	7.7%
8	1296	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72996	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	18249	25.0%
0	18249	25.0%
1	18249	25.0%
7	5722	7.8%
6	5616	7.7%
5	5615	7.7%
8	1296	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72996	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	18249	25.0%
0	18249	25.0%
1	18249	25.0%
7	5722	7.8%
6	5616	7.7%
5	5615	7.7%
8	1296	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72996	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	18249	25.0%
0	18249	25.0%
1	18249	25.0%
7	5722	7.8%
6	5616	7.7%
5	5615	7.7%
8	1296	1.8%

region
Text

Distinct	54
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

Length

Max length	19
Median length	16
Mean length	10.295359
Min length	4

Characters and Unicode

Total characters	187,880
Distinct characters	45
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Albany
2nd row	Albany
3rd row	Albany
4th row	Albany
5th row	Albany

Value	Count	Frequency (%)
albany	338	1.9%
atlanta	338	1.9%
baltimorewashington	338	1.9%
boise	338	1.9%
boston	338	1.9%
buffalorochester	338	1.9%
california	338	1.9%
charlotte	338	1.9%
chicago	338	1.9%
cincinnatidayton	338	1.9%
Other values (44)	14869	81.5%

Most occurring characters

Value	Count	Frequency (%)
a	18590	9.9%
o	16559	8.8%
e	15198	8.1%
n	13182	7.0%
t	12841	6.8%
i	12165	6.5%
r	11154	5.9%
l	11154	5.9%
s	10475	5.6%
h	6084	3.2%
Other values (35)	60478	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	187880	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	18590	9.9%
o	16559	8.8%
e	15198	8.1%
n	13182	7.0%
t	12841	6.8%
i	12165	6.5%
r	11154	5.9%
l	11154	5.9%
s	10475	5.6%
h	6084	3.2%
Other values (35)	60478	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	187880	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	18590	9.9%
o	16559	8.8%
e	15198	8.1%
n	13182	7.0%
t	12841	6.8%
i	12165	6.5%
r	11154	5.9%
l	11154	5.9%
s	10475	5.6%
h	6084	3.2%
Other values (35)	60478	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	187880	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	18590	9.9%
o	16559	8.8%
e	15198	8.1%
n	13182	7.0%
t	12841	6.8%
i	12165	6.5%
r	11154	5.9%
l	11154	5.9%
s	10475	5.6%
h	6084	3.2%
Other values (35)	60478	32.2%

	4046	4225	4770	AveragePrice	Large Bags	Small Bags	Total Bags	Total Volume	Unnamed: 0	XLarge Bags	type	year
4046	1.000	0.794	0.755	-0.596	0.639	0.822	0.837	0.903	0.022	0.616	0.175	0.029
4225	0.794	1.000	0.820	-0.514	0.635	0.834	0.857	0.940	0.030	0.629	0.160	0.031
4770	0.755	0.820	1.000	-0.533	0.572	0.780	0.779	0.828	0.037	0.653	0.137	0.049
AveragePrice	-0.596	-0.514	-0.533	1.000	-0.511	-0.536	-0.597	-0.612	-0.127	-0.427	0.637	0.145
Large Bags	0.639	0.635	0.572	-0.511	1.000	0.604	0.753	0.702	-0.025	0.501	0.135	0.045
Small Bags	0.822	0.834	0.780	-0.536	0.604	1.000	0.961	0.926	-0.042	0.642	0.151	0.075
Total Bags	0.837	0.857	0.779	-0.597	0.753	0.961	1.000	0.953	-0.036	0.653	0.137	0.073
Total Volume	0.903	0.940	0.828	-0.612	0.702	0.926	0.953	1.000	0.004	0.660	0.142	0.042
Unnamed: 0	0.022	0.030	0.037	-0.127	-0.025	-0.042	-0.036	0.004	1.000	-0.056	0.000	0.242
XLarge Bags	0.616	0.629	0.653	-0.427	0.501	0.642	0.653	0.660	-0.056	1.000	0.113	0.042
type	0.175	0.160	0.137	0.637	0.135	0.151	0.137	0.142	0.000	0.113	1.000	0.000
year	0.029	0.031	0.049	0.145	0.045	0.075	0.073	0.042	0.242	0.042	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Unnamed: 0	Date	AveragePrice	Total Volume	4046	4225	4770	Total Bags	Small Bags	Large Bags	type	year	region
0	0	2015-12-27	1.33	64236.62	1036.74	54454.85	48.16	8696.87	8603.62	93.25	conventional	2015	Albany
1	1	2015-12-20	1.35	54876.98	674.28	44638.81	58.33	9505.56	9408.07	97.49	conventional	2015	Albany
2	2	2015-12-13	0.93	118220.22	794.70	109149.67	130.50	8145.35	8042.21	103.14	conventional	2015	Albany
3	3	2015-12-06	1.08	78992.15	1132.00	71976.41	72.58	5811.16	5677.40	133.76	conventional	2015	Albany
4	4	2015-11-29	1.28	51039.60	941.48	43838.39	75.78	6183.95	5986.26	197.69	conventional	2015	Albany
5	5	2015-11-22	1.26	55979.78	1184.27	48067.99	43.61	6683.91	6556.47	127.44	conventional	2015	Albany
6	6	2015-11-15	0.99	83453.76	1368.92	73672.72	93.26	8318.86	8196.81	122.05	conventional	2015	Albany
7	7	2015-11-08	0.98	109428.33	703.75	101815.36	80.00	6829.22	6266.85	562.37	conventional	2015	Albany
8	8	2015-11-01	1.02	99811.42	1022.15	87315.57	85.34	11388.36	11104.53	283.83	conventional	2015	Albany
9	9	2015-10-25	1.07	74338.76	842.40	64757.44	113.00	8625.92	8061.47	564.45	conventional	2015	Albany

	Unnamed: 0	Date	AveragePrice	Total Volume	4046	4225	4770	Total Bags	Small Bags	Large Bags	type	year	region
18239	2	2018-03-11	1.56	22128.42	2162.67	3194.25	8.93	16762.57	16510.32	252.25	organic	2018	WestTexNewMexico
18240	3	2018-03-04	1.54	17393.30	1832.24	1905.57	0.00	13655.49	13401.93	253.56	organic	2018	WestTexNewMexico
18241	4	2018-02-25	1.57	18421.24	1974.26	2482.65	0.00	13964.33	13698.27	266.06	organic	2018	WestTexNewMexico
18242	5	2018-02-18	1.56	17597.12	1892.05	1928.36	0.00	13776.71	13553.53	223.18	organic	2018	WestTexNewMexico
18243	6	2018-02-11	1.57	15986.17	1924.28	1368.32	0.00	12693.57	12437.35	256.22	organic	2018	WestTexNewMexico
18244	7	2018-02-04	1.63	17074.83	2046.96	1529.20	0.00	13498.67	13066.82	431.85	organic	2018	WestTexNewMexico
18245	8	2018-01-28	1.71	13888.04	1191.70	3431.50	0.00	9264.84	8940.04	324.80	organic	2018	WestTexNewMexico
18246	9	2018-01-21	1.87	13766.76	1191.92	2452.79	727.94	9394.11	9351.80	42.31	organic	2018	WestTexNewMexico
18247	10	2018-01-14	1.93	16205.22	1527.63	2981.04	727.01	10969.54	10919.54	50.00	organic	2018	WestTexNewMexico
18248	11	2018-01-07	1.62	17489.58	2894.77	2356.13	224.53	12014.15	11988.14	26.01	organic	2018	WestTexNewMexico

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample